TABLE V.
Results for classification into low, medium, and high levels of pain stimulation with all features (phasic, dphEDA, TVSymp, and MTVSymp)
| B-Acc | M-RMSE | M-MAE | ||
|---|---|---|---|---|
| Zero-R | 0.331 | 1.214 | 0.967 | |
| CDA | 0.613 | 0.787 | 0.474 | |
| CDAPD | 0.619 | 0.766 | 0.455 | |
| DDA | 0.620 | 0.780 | 0.461 | |
| DDAPD | 0.601 | 0.793 | 0.481 | |
| cvxEDA | 0.584 | 0.767 | 0.459 | |
| R-SVM | cvxEDAPD | 0.597 | 0.781 | 0.480 |
| sparsEDA | 0.631 | 0.756 | 0.442 | |
| sparsEDAPD | 0.624 | 0.740 | 0.439 | |
| DCM | 0.601 | 0.789 | 0.480 | |
| DCMPD | 0.614 | 0.786 | 0.471 |
| sparsEDA | Predicted | |||
|---|---|---|---|---|
| low | medium | high | ||
| low | 81% | 12% | 7% | |
| Known | medium | 28% | 53% | 19% |
| high | 15% | 30% | 55% | |
B-ACC: Balanced accuracy, PD: phasic driver